conftrace_

spurious correlation

279 papers

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Co-occurring keywords

causal inference (1630) domain generalization (1522) out-of-distribution generalization (408) bias mitigation (500) text classification (6793) shortcut learning (79) representation learning (6206) model robustness (480) natural language inference (1287) domain adaptation (4595)

Papers

Learning Invariant Representations with Missing Data CLEAR 2022
On the Limitations of Dataset Balancing: The Lost Battle Against Spurious Correlations NAACL 2022
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models NAACL 2022
Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation EMNLP 2022
Causal Transportability for Visual Recognition CVPR 2022
Partial-input baselines show that NLI models can ignore context, but they don’t. NAACL 2022
Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language NAACL 2022
Robust Hate Speech Detection via Mitigating Spurious Correlations AACL 2022
Outlier-Aware Training for Improving Group Accuracy Disparities AACL 2022
Invariant Grounding for Video Question Answering CVPR 2022
MaskTune: Mitigating Spurious Correlations by Forcing to Explore NIPS 2022
Weakly Supervised Semantic Segmentation Using Out-of-Distribution Data CVPR 2022
When Does Group Invariant Learning Survive Spurious Correlations? NIPS 2022
Improving Multi-Task Generalization via Regularizing Spurious Correlation NIPS 2022
Learning Concept Credible Models for Mitigating Shortcuts NIPS 2022
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective COLING 2022
Reducing Spurious Correlations for Answer Selection by Feature Decorrelation and Language Debiasing COLING 2022
Outlier-Aware Training for Improving Group Accuracy Disparities IJCNLP 2022
SelecMix: Debiased Learning by Contradicting-pair Sampling NIPS 2022
Analyzing Biases to Spurious Correlations in Text Classification Tasks IJCNLP 2022
Robust Hate Speech Detection via Mitigating Spurious Correlations IJCNLP 2022
Explicit Tradeoffs between Adversarial and Natural Distributional Robustness NIPS 2022
On Feature Learning in the Presence of Spurious Correlations NIPS 2022
Invariance Learning based on Label Hierarchy NIPS 2022
Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure NIPS 2022